Tracking population densities using dynamic neural fields with moderately strong inhibition

Cognitive Neurodynamics

Volumn 2, Issue 3, 2008, Pages 171-177

  Trappenberg, Thomas ^a  

^a DALHOUSIE UNIVERSITY   (Canada)

Author keywords

Dynamic neural field model; Noise reduction; Population decoding

Indexed keywords

ARTICLE; ARTIFICIAL NEURAL NETWORK; CELL DENSITY; CELL POPULATION; COMPUTER SIMULATION; CONTROLLED STUDY; INFORMATION DISSEMINATION; KERNEL METHOD; NERVE CELL; NOISE REDUCTION; ONLINE ANALYSIS; POPULATION DENSITY; QUANTITATIVE ANALYSIS; SIGNAL NOISE RATIO; SIGNAL PROCESSING; TIME;

EID: 49249117004     PISSN: 18714080     EISSN: 18714099     Source Type: Journal    
DOI: 10.1007/s11571-008-9046-0     Document Type: Article

References (20)

1. S Amari 1977 Dynamics of pattern formation in lateral-inhibition type neural fields Biological Cybernetics 27 77 87
2. P Dayan GE Hinton R Neal R Zemel 1995 The helmholtz machine Neural Comput 7 889 904
3. S Deneve A Pouget P Latham 1999 Divisive normalization, line attractor networks and ideal observers Advances in Neural Information Processing Systems 11 104 110
4. S Deneve PE Latham A Pouget 2001 Efficient computation and cue integration with noisy population codes Nature Neuroscience 4 826 831
5. K Friston 2005 A theory of cotrical responses Phil Trans R Soc B 360 815 836
6. D George J Hawkins 2005 A hierarchical bayesian model of invariant pattern recognition in the visual cortex International Joined Conference on Neural Networks 3 1812 1817
7. W Gerstner 2000 Population dynamics of spiking neurons: Fast transients, asynchronous states, and locking Neural Comput 12 1 43 89
8. GH Henry B Dreher PO Bishop 1974 Orientation specificity of cells in cat striate cortex Journal of Neurophysiology 37 1394 1409
9. GE Hinton 2007 Learning multiple layers of representation Trends in Cognitive Sciences 11 428 434
10. D Hubel T Wiesel 1962 Receptive fields, binocular interaction and functional architecture in the cat's visual cortex Journal of Physiology, London 160 106 154
11. S Li S Wu 2007 Robustness of neural coding and its implications on natural image processing Cognitive Neurodynamics 1 261 272
12. A Pouget K Zhang 1997 Statistically efficient estimations using cortical lateral connections Advances in Neural Information Processing Systems 9 97
13. A Pouget K Zhang S Deneve P Latham 1998 Statistically efficient estimation using population coding Neural Comput 10 2 373 401
14. A Pouget P Dayan R Zemel 2000 Information processing with population codes Nature Reviews Neuroscience 1 125 132
15. S Stringer T Trappenberg E Rolls I Araujo 2002 Self-organising continuous attractor networks and path integration: One-dimensional models of head direction cells Network: Computation in Neural Systems 13 217 242
16. Trappenberg T (2002) Fundamentals of computational neuroscience. Oxford University Press, USA
17. Trappenberg T (2008) Dynamics of population decoding with strong inhibition. In: Rubin W, Fanji G, Enhua S (eds) Advances in cognitive neurodynamics. Proceedings of the International Conference on Cognitive Neurodynamics 2007, Springer
18. H Wilson J Cowan 1972 Excitatory and inhibitory interactions in localized populations of model neurons Biophys J 12 1 24
19. S Wu S Amari H Nakahara 2002 Population coding and decoding in a neural field: a computational study Neural Comput 14 999 1026
20. S Wu S Amari H Nakahara 2004 Information processing in a neuron ensemble with the multiplicative correlation structure Neural Networks 17 205 214